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Songgaojun Deng
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2020 – today
- 2024
- [j3]Cheng Liu, Chenhuan Yu, Ning Gui, Zhiwu Yu, Songgaojun Deng:
SimGCL: graph contrastive learning by finding homophily in heterophily. Knowl. Inf. Syst. 66(3): 2089-2114 (2024) - [j2]Songgaojun Deng, Olivier Sprangers, Ming Li, Sebastian Schelter, Maarten de Rijke:
Domain Generalization in Time Series Forecasting. ACM Trans. Knowl. Discov. Data 18(5): 113:1-113:24 (2024) - [c7]Songgaojun Deng, Maarten de Rijke, Yue Ning:
Advances in Human Event Modeling: From Graph Neural Networks to Language Models. KDD 2024: 6459-6469 - [i4]Weiwei Ye, Songgaojun Deng, Qiaosha Zou, Ning Gui:
Frequency Adaptive Normalization For Non-stationary Time Series Forecasting. CoRR abs/2409.20371 (2024) - 2022
- [c6]Songgaojun Deng, Huzefa Rangwala, Yue Ning:
Causality Enhanced Societal Event Forecasting With Heterogeneous Graph Learning. ICDM 2022: 91-100 - [c5]Songgaojun Deng, Huzefa Rangwala, Yue Ning:
Robust Event Forecasting with Spatiotemporal Confounder Learning. KDD 2022: 294-304 - 2021
- [c4]Songgaojun Deng, Huzefa Rangwala, Yue Ning:
Understanding Event Predictions via Contextualized Multilevel Feature Learning. CIKM 2021: 342-351 - [i3]Songgaojun Deng, Huzefa Rangwala, Yue Ning:
Causal Knowledge Guided Societal Event Forecasting. CoRR abs/2112.05695 (2021) - [i2]Songgaojun Deng, Yue Ning:
A Survey on Societal Event Forecasting with Deep Learning. CoRR abs/2112.06345 (2021) - 2020
- [c3]Songgaojun Deng, Shusen Wang, Huzefa Rangwala, Lijing Wang, Yue Ning:
Cola-GNN: Cross-location Attention based Graph Neural Networks for Long-term ILI Prediction. CIKM 2020: 245-254 - [c2]Songgaojun Deng, Huzefa Rangwala, Yue Ning:
Dynamic Knowledge Graph based Multi-Event Forecasting. KDD 2020: 1585-1595
2010 – 2019
- 2019
- [j1]Xu Yang, Guo Liu, Songgaojun Deng, Zichao Wei, Hu He, Yingjie Shang, Ning Deng:
Exploration of a mechanism to form bionic, self-growing and self-organizing neural network. Artif. Intell. Rev. 52(1): 585-605 (2019) - [c1]Songgaojun Deng, Huzefa Rangwala, Yue Ning:
Learning Dynamic Context Graphs for Predicting Social Events. KDD 2019: 1007-1016 - [i1]Songgaojun Deng, Shusen Wang, Huzefa Rangwala, Lijing Wang, Yue Ning:
Graph Message Passing with Cross-location Attentions for Long-term ILI Prediction. CoRR abs/1912.10202 (2019)
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